Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53271	TPA	Nicole Perez	1957-11-16	UHC-65117-46	—	4434 Indian School Rd, San Diego, CA, 92169	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52593	TPA	James Barnes	1989-12-07	—	—	7584 Indian School Rd, Tampa, FL, 33641	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60596	TPA	Nicholas Robertson	1948-05-21	—	4847639215	8153 Jefferson Ave, Glendale, AZ, 85311	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56977	TPA	Betty Hunt	1970-08-20	—	5876279805	2562 Indian School Rd, Tucson, AZ, 85743	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62185	TPA	Janet S Vasquez	1993-06-15	—	6954664670	154 Desert Sky Blvd, Dallas, TX, 75202	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60203	TPA	Grace Montgomery	1984-02-21	—	—	592 Mountain View Dr, Fresno, CA, 93779	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63236	TPA	Terry Henderson	1940-10-05	—	4433182087	4042 Desert Sky Blvd, Los Angeles, CA, 90091	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58631	TPA	Hannah Morales	2008-03-17	—	6363160943	3620 Main St, Atlanta, GA, 30316	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62828	TPA	Brenda Green	1966-08-06	UHC-46437-60	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62673	TPA	Rebcca Chavez	1950-01-16	—	7263254587	5053 Pine Dr, Houston, TX, 77045	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57902	TPA	Valentina Hayes	1952-04-28	—	—	6380 Washington St, Scottsdale, AZ, 85229	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55433	TPA	Shirley Harris	1994-07-02	—	5157881596	3593 Grand Ave, Plano, TX, 75006	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57258	TPA	Yuki Ward	1948-12-23	—	—	4400 Central Ave, Miami, FL, 33132	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55587	TPA	Justin Wilon	1974-03-27	—	—	5123 Camelback Rd, Plano, TX, 75001	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50593	TPA	Jacob Rivera	1983-11-28	—	6032677157	1216 Lincoln Way, Mesa, AZ, 85238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63967	TPA	Kathleen Duncan	1977-11-23	—	—	8069 Union St, Tempe, AZ, 85237	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55470	TPA	Austin Robertson	1968-11-08	—	—	169 Valley View Dr, Gilbert, AZ, 85284	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63285	TPA	Valenitna Owens	1974-11-25	—	9403206101	8420 Jefferson Ave, Nashville, TN, 37232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61559	TPA	Alexander C Chavez	1961-04-07	—	6903660817	2654 Oak St, Orlando, FL, 32875	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51971	TPA	Heather O Griffin	1987-08-11	—	8248229092	8521 Palm Dr, Jacksonville, FL, 32278	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52680	TPA	Douglas Sandoval	2006-06-15	—	3089498236	6971 Ocean Ave, Las Vegas, NV, 89122	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52635	TPA	Lawrence W Jymenez	2008-09-25	—	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60379	TPA	Ethan K Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58225	TPA	Cynthia Allen	1997-05-24	—	6302111076	9695 Sunset Blvd, Eden Prairie, MN, 55397	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58226	TPA	Cynthia Allen	1997-05-24	—	6302111076	9695 Sunset Blvd, Eden Prairie, MN, 55397	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59359	TPA	Diego Holmes	1973-12-01	—	7772756459	1427 Palm Dr, Tempe, AZ, 85241	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52665	TPA	Helen Olivver	1953-06-11	—	—	7373 Hillcrest Rd, San Antonio, TX, 78268	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54651	TPA	Judy Jimenez	1997-08-13	—	—	8620 River Rd, Phoenix, AZ, 85070	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55497	TPA	Mateo Turrner	1939-03-07	UHC-46506-14	3758201513	8032 Mesa Dr, Scottsdale, AZ, 85224	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62937	TPA	Austin U Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA, 92179	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51346	TPA	Melissa Thompson	1990-08-26	—	9293555709	9669 Valley View Dr, Orlando, FL, 32889	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62798	TPA	Mark Miiller	1999-06-21	—	—	1632 Union St, Austin, TX, 78741	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-59092	TPA	Kelly Johnston	1938-07-09	—	7396576377	2944 Union St, Nashville, TN, 37264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56901	TPA	Mason Castro	1957-09-28	—	—	4926 Main St, Austin, TX, 78768	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59210	TPA	Mariana W Herrera	1990-03-11	UHC-32984-29	—	5692 Maple Ave, Plano, TX, 75014	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57137	TPA	Maria Chen	2006-10-09	—	—	5649 Elm St, Eden Prairie, MN, 55345	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62969	TPA	Justin Mason	1995-11-28	—	2948313331	2849 Grand Ave, Denver, CO, 80232	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54747	TPA	Samuel Marshall	2008-01-11	—	9107025386	185 Union St, Columbus, OH, 43242	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54148	TPA	Andrew O Vargas	2000-03-18	—	—	1220 Baseline Rd, Los Angeles, CA, 90065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60615	TPA	Russell Barnes	2003-02-11	—	4717832575	3123 Forest Ave, Seattle, WA, 98160	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60930	TPA	Marcus Griffin	1955-02-22	—	4825879045	6506 Spring St, Phoenix, AZ, 85000	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52380	TPA	Hannah Garrett	1993-01-09	—	6057650156	478 Sunset Blvd, Minneapolis, MN, 55493	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57674	TPA	Emily Harris	1967-10-25	UHC-11654-18	—	5568 Apache Blvd, Orlando, FL, 32860	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62296	TPA	Nicholas West	1984-01-12	—	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62295	TPA	Nicholas West	1984-01-12	—	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55570	TPA	Yuki Hoffman	1940-03-10	—	6493741097	4114 River Rd, Tampa, FL, 33648	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60999	TPA	Wei Ward	1973-01-21	—	8799895704	6543 Jefferson Ave, Minneapolis, MN, 55455	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58743	TPA	Nicholas Bowman	1993-08-02	UHC-35066-30	—	8094 Main St, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55215	TPA	Kelly White	1985-06-10	—	—	9539 Camelback Rd, Minneapolis, MN, 55407	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51789	TPA	Priya Owens	1988-02-28	—	—	4814 Sage Ct, San Antonio, TX, 78278	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

7,767 rows, page 94 of 156Previous Next